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Recent questions tagged machine-learning
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101
101 views
Go Classes | DA Course | Machine Learning
Suppose our true labels are $\vec{y}=[0,0,1]$, our predicted probabilities of being in class 1 are $[0.1,0.6,0.9]$, and our threshold is $T=0.5$. Give the total (not aver...
GO Classes
101
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
0
0 answers
164
164 views
Go Classes | DA Course | Machine Learning
Which of the following statements about logistic regression are correct? The cost function of logistic regression is convex.The cost function of logistic regression is co...
GO Classes
164
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
192
192 views
Go Classes | DA Course | Machine Learning
$\text { Which of the following functions is the logistic loss for label } y=+1 \text { ? }$ABCD
GO Classes
192
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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1
1 vote
1
1 answer
150
150 views
Go Classes | DA Course | Machine Learning
Select always, sometimes, or never to describe when each statement below is true about a logistic regression model $P(Y=1 \mid X)=\sigma\left(X^T \beta\right)$, where $Y$...
GO Classes
150
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
0
0 answers
117
117 views
Go Classes | DA Course | Machine Learning
What is the value of the sigmoid function $\sigma(z)=\frac{1}{1+e^{-z}}$ when $z=2 ?$0.1190.2680.50.881
GO Classes
117
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
145
145 views
Go Classes | DA Course | Machine Learning
Mark the expression that describes the odds ratio $\frac{P(Y=1 \mid X)}{P(Y=0 \mid X)}$ of a logistic regression model.Recall: $P(Y=0 \mid X)+P(Y=1 \mid X)=1$ for any $X$...
GO Classes
145
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
155
155 views
Go Classes | DA Course | Machine Learning
Mark the expression that describes $P(Y=0 \mid X)$ for a logistic regression model. $\sigma\left(-X^T \beta\right)$ $1-\log \left(1+\exp \left(X^T \beta\right)\right)$ $1...
GO Classes
155
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
216
216 views
Go Classes | DA Course | Machine Learning
What is the purpose of the sigmoid function in logistic regression ? It converts continuous input into categorical data.It standardizes the input to have zero mean and va...
GO Classes
216
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
236
236 views
Go Classes | DA Course | Machine Learning
In which of the following situations can logistic regression be used? Select all that apply. Predicting whether an email is a spam email or not based on its contents.Pred...
GO Classes
236
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
multiple-selects
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0
0 votes
1
1 answer
170
170 views
Go Classes | DA Course | Machine Learning
$\text { Logistic regression is actually used for classification. }$(Please enter 1 for True and 0 for False).
GO Classes
170
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
numerical-answers
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1
1 vote
1
1 answer
501
501 views
GO Classes | DA Course | Machine Learning
Consider linear regression and logistic regression. They both use linear functions.They both can be used to solve regression prob-They both use the logistic activation fu...
GO Classes
501
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
linear-regression
numerical-answers
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0
0 votes
0
0 answers
109
109 views
GO Classes | DA Course | Machine Learning
Suppose we trained a logistic regression classifier for some binary classification task. The true labels $y$ and predicted probabilities $P(Y = 1|x)$ are given below.$$y$...
GO Classes
109
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
numerical-answers
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0
0 votes
0
0 answers
93
93 views
GO Classes | DA Course | Machine Learning
Consider the dataset shown in the diagram below with a logistic regression decision boundary.Questions :1. Count the number of mistakes the model is making.2 . Is the dat...
GO Classes
93
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
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0
0 votes
1
1 answer
162
162 views
GO Classes | DA Course | Machine Learning
Suppose that you have trained a logistic regression classifier $h_{\theta}(x) = \sigma(1 - x)$ where $\sigma(.)$ is the logistic/sigmoid function. What does its output on...
GO Classes
162
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
multiple-selects
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0
0 votes
1
1 answer
110
110 views
GO Classes | DA Course | Machine Learning
Logistic regression sends an example $x$ through a linear function to get a real number, which it sends through an exponential function to get a positive number, which it...
GO Classes
110
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
numerical-answers
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0
0 votes
1
1 answer
180
180 views
GO Classes | DA Course | Machine Learning
Consider a logistic regression model with $w = (1, 2)$ and $b = 0$. Use the model to estimate probability that $y$ is $1$, given that $x$ is $(-3, 1)$.0.2690.006690.00247...
GO Classes
180
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
+
–
0
0 votes
1
1 answer
177
177 views
GO Classes | DA Course | Machine Learning
Suppose you are given the following classification task: predict the target $Y \in \{0, 1\}$ given two real valued features $X_1 \in \mathbb{R}$ and $X_2 \in \mathbb{R}$ ...
GO Classes
177
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
+
–
0
0 votes
0
0 answers
102
102 views
GO Classes | DA Course | Machine Learning
If $\theta = \begin{bmatrix}1 \\ 4 \\ 3\end{bmatrix}$ and $x = \begin{bmatrix}7 \\ -1 \\ -1\end{bmatrix}$, what is the value of $P(y = 1)$?00.250.51
GO Classes
102
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
+
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1
1 vote
2
2 answers
211
211 views
GO Classes | DA Course | Machine Learning
What is the range of the sigmoid function?$ (0, 1 )$$(-1, 1)$$(-\infty, -\infty)$$(0, -\infty)$
GO Classes
211
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
+
–
0
0 votes
2
2 answers
235
235 views
GO Classes | DA Course | Machine Learning
What is the value of the sigmoid function $\sigma(x) = \frac{1}{1 + e^{-x}}$ when $x = 2$ ? 0.119 0.268 0.5 0.881
GO Classes
235
views
asked
Mar 18, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
logistic-regression
+
–
0
0 votes
1
1 answer
195
195 views
Go Classes | DA Course | Machine Learning
Suppose you're using $L2$ regularization on a least squares objective. Some value $\lambda^*$ will give you the best test error among all possible $\lambda$. You train yo...
GO Classes
195
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
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–
0
0 votes
1
1 answer
216
216 views
Go Classes | DA Course | Machine Learning
We are solving a least-squares linear regression problem without regularization. Suppose that the following twoweight matrices both have the same cost: $W1 = \begin{bmatr...
GO Classes
216
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
+
–
0
0 votes
1
1 answer
142
142 views
Go Classes | DA Course | Machine Learning
Which of the following statements are true about Lasso and ridge regression?Both ridge regression and Lasso are methods used to reduce overfitting that might occur in sta...
GO Classes
142
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
multiple-selects
+
–
0
0 votes
0
0 answers
125
125 views
Go Classes | DA Course | Machine Learning
Ridge regression can shrink all coefficients to exactly O if the regularization parameter $\lambda$ is large enough.Please enter 1 for True and 0 for False.
GO Classes
125
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
numerical-answers
+
–
0
0 votes
0
0 answers
106
106 views
Go Classes | DA Course | Machine Learning
is $X^TX + \lambda I$ invertible for $ \lambda 0$?AlwaysIf $\lambda$ is larger than the smallest eigenvalue of $X^T X$If $X$ is full rankNever
GO Classes
106
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
+
–
0
0 votes
0
0 answers
129
129 views
GO Classes | DA Course | Machine Learning
Given normal equation : $X^T X w = X^Ty$If $X^T X$ is not invertible, do the normal equations still define the solution?Please enter 1 for True and 0 for False.
GO Classes
129
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
numerical-answers
+
–
1
1 vote
0
0 answers
147
147 views
GO Classes | DA Course| Machine Learning
suppose Alice and Bob do the same experiment • Alice measures distance in mm • Bob measures distance in kmthey each compute an estimator with ridge regression and c...
GO Classes
147
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
numerical-answers
+
–
0
0 votes
0
0 answers
145
145 views
GO Classes | DA Course | Machine Learning
suppose Alice and Bob do the same experiment • Alice measures distance in mm • Bob measures distance in kmthey each compute an estimator with least squares and comp...
GO Classes
145
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
+
–
0
0 votes
1
1 answer
126
126 views
GO Classes | DA Course| Machine Learning
In a LASSO Regression, if the regularization parameter $\lambda$ is very high, which of the following is true? The model can shrink the coefficients of uninformative feat...
GO Classes
126
views
asked
Mar 17, 2025
Machine Learning
goclasses
goclasses-da-course
machine-learning
regularization
multiple-selects
+
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